World Citiy Network Global Cities OpenAlex Author-Article Network 2024
Description:
The graph was imported from the open file "D:\NodeXL\OpenAlex\World Cities.csv".
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
The edge colors are based on edge weight values. The edge widths are based on edge weight values. The edge opacities are based on edge weight values. The vertex sizes are based on betweenness centrality values.
Overall Graph Metrics:
Vertices: 356
Unique Edges: 295
Edges With Duplicates: 2
Total Edges: 297
Self-Loops: 0
Reciprocated Vertex Pair Ratio: 0
Reciprocated Edge Ratio: 0
Connected Components: 80
Single-Vertex Connected Components: 0
Maximum Vertices in a Connected Component: 80
Maximum Edges in a Connected Component: 91
Maximum Geodesic Distance (Diameter): 9
Average Geodesic Distance: 3.554985
Graph Density: 0.00234214274410508
Modularity: 0.91926
NodeXL Version: 1.0.1.531
Top Vertex1 Affiliation in Entire Graph:
[22] Loughborough University
[17] Ghent University
[13] University of Toronto
[13] Nanjing University
[12] National University of Singapore
[7] UNSW Sydney
[6] Queen Mary University of London
[5] Northumbria University
[5] Chinese University of Hong Kong
[5] Tel Aviv University
Top Vertex1 Affiliation in G1:
[15] Ghent University
[13] Loughborough University
[5] Northumbria University
[4] Ghent University Hospital
[2] Chinese Academy of Social Sciences
[2] Chinese University of Hong Kong
[2] University of Cambridge
[1] University of Calabria
[1] Monash University
[1] University of Toronto
Top Vertex1 Affiliation in G2:
[4] Nanjing University
[4] State Key Joint Laboratory of Environment Simulation and Pollution Control
[2] Institute of Earth Environment
[1] California Institute of Technology
[1] Beihang University
[1] Shandong University
[1] Seoul National University
[1] Columbia University
[1] Centre d'Études et de Recherche en Thermique, Environnement et Systèmes
[1] ETH Zurich
Top Vertex1 Affiliation in G3:
[3] Curtin University
[2] City University of Hong Kong
[2] University of Louisville
[1] University of Westminster
[1] University of Bristol
[1] Chinese University of Hong Kong
[1] Hong Kong Design Centre
[1] Virginia Commonwealth University
[1] Western University
[1] Fordham University
Top Vertex1 Affiliation in G4:
[9] Nanjing University
[2] London South Bank University
[1] National University of Singapore
[1] Bandung Institute of Technology
[1] Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application
Top Vertex1 Affiliation in G5:
[6] Loughborough University
[2] Cardiff University
[1] University of Leicester
[1] San Francisco State University
[1] Northern Health
[1] Curtin University
[1] Chinese University of Hong Kong
Top Vertex1 Affiliation in G6:
[11] University of Toronto
[2] University of Cape Town
[2] University of Colorado Denver
[1] University of Klagenfurt
[1] Charles University
[1] University of California, Irvine
[1] Dhurakij Pundit University
[1] Universitat Autònoma de Barcelona
Top Vertex1 Affiliation in G7:
[2] Vrije Universiteit Brussel
[2] McGill University
[1] Beijing University of Posts and Telecommunications
[1] Ghent University
[1] Adelphi University
[1] Oregon State University
[1] University of Ottawa
[1] Ball State University
[1] University of Kentucky
Top Vertex1 Affiliation in G8:
[4] Queen Mary University of London
[2] École Supérieure des Sciences Commerciales d’Angers
[1] Beijing University of Posts and Telecommunications
Top Vertex1 Affiliation in G9:
[2] UNSW Sydney
[1] University of Groningen
[1] Young Foundation
[1] Simon Fraser University
[1] University of Leeds
[1] University of Sydney
Top Vertex1 Affiliation in G10:
[3] Wuhan University
[2] State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing
[1] UNSW Sydney
[1] University of Connecticut
Top Vertex1 Institution in Entire Graph:
[258] education
[18] facility
[6] nonprofit
[5] company
[5] government
[5] healthcare
Top Vertex1 Institution in G1:
[50] education
[4] healthcare
[4] facility
[3] government
Top Vertex1 Institution in G2:
[10] education
[7] facility
Top Vertex1 Institution in G3:
[15] education
[1] nonprofit
Top Vertex1 Institution in G4:
[13] education
[1] facility
Top Vertex1 Institution in G5:
[12] education
[1] healthcare
Top Vertex1 Institution in G6:
[20] education
Top Vertex1 Institution in G7:
[11] education
Top Vertex1 Institution in G8:
[7] education
Top Vertex1 Institution in G9:
[6] education
[1] nonprofit
Top Vertex1 Institution in G10:
[5] education
[2] facility
Top Vertex1 Institution Country in Entire Graph:
[76] GB
[50] US
[46] CN
[24] BE
[23] CA
[21] AU
[12] SG
[7] FR
[6] HK
[5] DE
Top Vertex1 Institution Country in G1:
[22] GB
[19] BE
[8] CN
[2] CA
[2] FR
[2] DE
[2] US
[1] IT
[1] AU
[1] KR
Top Vertex1 Institution Country in G2:
[12] CN
[2] US
[1] KR
[1] FR
[1] CH
Top Vertex1 Institution Country in G3:
[5] US
[3] AU
[3] HK
[2] GB
[2] CN
[1] CA
Top Vertex1 Institution Country in G4:
[10] CN
[2] GB
[1] SG
[1] ID
Top Vertex1 Institution Country in G5:
[9] GB
[2] AU
[1] US
[1] CN
Top Vertex1 Institution Country in G6:
[11] CA
[3] US
[2] ZA
[1] AT
[1] CZ
[1] TH
[1] ES
Top Vertex1 Institution Country in G7:
[4] US
[3] BE
[3] CA
[1] CN
Top Vertex1 Institution Country in G8:
[4] GB
[2] FR
[1] CN
Top Vertex1 Institution Country in G9:
[3] AU
[2] GB
[1] NL
[1] CA
Top Vertex1 Institution Country in G10:
[5] CN
[1] AU
[1] US
Top Vertex2 Type in Entire Graph:
[289] article
[4] book
[4] book-chapter
Top Vertex2 Type in G1:
[58] article
[3] book-chapter
Top Vertex2 Type in G2:
[17] article
Top Vertex2 Type in G3:
[16] article
Top Vertex2 Type in G4:
[14] article
Top Vertex2 Type in G5:
[13] article
Top Vertex2 Type in G6:
[20] article
Top Vertex2 Type in G7:
[11] article
Top Vertex2 Type in G8:
[7] article
Top Vertex2 Type in G9:
[7] article
Top Vertex2 Type in G10:
[7] article
Top Vertex2 Host Organization in Entire Graph:
[105] SAGE Publishing
[57] Elsevier BV
[41] Wiley-Blackwell
[26] Taylor & Francis
[20] Routledge
[10] American Chemical Society
[9] Alexandrine Press
[7] Nature Portfolio
[3] American Association of Geographers
[3] Palgrave Macmillan
Top Vertex2 Host Organization in G1:
[17] SAGE Publishing
[12] Elsevier BV
[10] Routledge
[8] Wiley-Blackwell
[7] Taylor & Francis
[3] Cambridge University Press
[1] American Association of Geographers
[1] Alexandrine Press
[1] The MIT Press
[1] Science Press
Top Vertex2 Host Organization in G2:
[17] SAGE Publishing
Top Vertex2 Host Organization in G3:
[13] SAGE Publishing
[3] Elsevier BV
Top Vertex2 Host Organization in G4:
[14] Taylor & Francis
Top Vertex2 Host Organization in G5:
[5] Elsevier BV
[3] SAGE Publishing
[3] Wiley-Blackwell
[2] American Association of Geographers
Top Vertex2 Host Organization in G6:
[10] American Chemical Society
[10] Elsevier BV
Top Vertex2 Host Organization in G7:
[8] Alexandrine Press
[1] SAGE Publishing
[1] Routledge
[1] Elsevier BV
Top Vertex2 Host Organization in G8:
[6] Wiley-Blackwell
[1] Elsevier BV
Top Vertex2 Host Organization in G9:
[7] Nature Portfolio
Top Vertex2 Host Organization in G10:
[7] SAGE Publishing
Top Words in Vertex2 Abstract in Entire Graph:
[286] global
[235] cities
[223] city
[124] urban
[118] world
[101] network
[82] paper
[58] social
[56] rã
[51] economic
Top Words in Vertex2 Abstract in G1:
[58] cities
[45] global
[33] world
[32] city
[30] network
[28] urban
[19] firms
[17] data
[17] 2004
[17] social
Top Words in Vertex2 Abstract in G2:
[4] network
[4] cities
[4] global
[3] corporate
[2] focused
[2] present
[2] structure
[2] analysis
[2] major
Top Words in Vertex2 Abstract in G3:
[8] migration
[7] globalization
[6] world
[6] cities
[4] network
[4] central
[3] powerful
[3] transient
[3] paper
[3] city
Top Words in Vertex2 Abstract in G4:
[3] cities
[2] comparing
Top Words in Vertex2 Abstract in G5:
[7] cities
[7] urban
[7] financial
[6] diversity
[5] city
[5] major
[5] paper
[5] social
[5] local
[5] expatriates
Top Words in Vertex2 Abstract in G6:
[13] emissions
[8] cities
[5] ghg
[4] fuels
[4] city
[3] greater
[3] attributable
[3] waste
[3] fuel
[3] industrial
Top Words in Vertex2 Abstract in G7:
[16] global
[8] design
[8] mode
[8] industries
[8] city
[7] die
[6] post
[6] ciudad
[6] stadt
[6] regional
Top Words in Vertex2 Abstract in G8:
[5] rã
[5] city
[5] global
[4] urban
[4] socio
[4] delhi
[3] d'un
[3] dã
[3] mã
[3] nã
Top Words in Vertex2 Abstract in G9:
[10] carbon
[5] urban
[3] global
[2] stored
[2] stocks
[2] physical
[2] cities
[2] balance
[2] activities
Top Words in Vertex2 Abstract in G10:
[6] global
[6] network
[6] cities
[3] empirical
[3] framework
[3] approach
[3] taylor's
[3] world
[3] governance
[3] model
Top Word Pairs in Vertex2 Abstract in Entire Graph:
[69] global,cities
[64] global,city
[55] world,city
[47] city,network
[30] world,cities
[23] climate,change
[17] hong,kong
[14] service,firms
[14] æ,æ
[12] paper,examines
Top Word Pairs in Vertex2 Abstract in G1:
[16] city,network
[15] world,city
[12] world,cities
[8] 2000,2004
[8] service,firms
[7] global,cities
[7] climate,change
[6] google,scholar
[6] global,service
[5] advanced,producer
Top Word Pairs in Vertex2 Abstract in G2:
[2] global,cities
Top Word Pairs in Vertex2 Abstract in G3:
[4] world,cities
[2] world,city
[2] central,powerful
[2] city,network
[2] globalization,tendency
[2] cities,central
[2] transient,professional
[2] centrality,power
[2] professional,migration
[2] migration,process
Top Word Pairs in Vertex2 Abstract in G5:
[4] knowledge,networks
[3] ifs,sector
[3] diversity,competitiveness
[2] ethnic,diversity
[2] urban,form
[2] world,city
[2] financial,knowledge
[2] expatriate,labour
[2] linguistic,diversity
[2] competitiveness,proposed
Top Word Pairs in Vertex2 Abstract in G6:
[5] ghg,emissions
[3] attributable,cities
[2] emissions,attributable
[2] city's,metabolism
[2] gas,ghg
[2] associated,city's
[2] heating,industrial
[2] fuel,sales
[2] life,cycle
[2] greenhouse,gas
Top Word Pairs in Vertex2 Abstract in G7:
[5] mode,design
[4] grande,ville
[4] regional,studies
[4] moda,diseã
[4] taille,mondiale
[4] jansson,power
[4] ciudad,global
[3] fashion,design
[3] angular,built
[3] global,city
Top Word Pairs in Vertex2 Abstract in G8:
[3] global,city
[2] mã,tropolitaine
[2] rã,formes
[2] ville,globale
Top Word Pairs in Vertex2 Abstract in G9:
[2] urban,stocks
[2] physical,carbon
[2] carbon,balance
Top Word Pairs in Vertex2 Abstract in G10:
[3] global,cities
[2] global,governance
[2] baseline,model
[2] empirical,network
[2] randomized,baseline